{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "BRUNO DA SILVA 396433 - CK0223\n",
    "\n",
    "## Exercícios\n",
    "\n",
    "1 - Aplique os algoritmos K-means [1] e AgglomerativeClustering [2] em qualquer dataset que você desejar (recomendação: iris). Compare os resultados utilizando métricas de avaliação de clusteres (completeness e homogeneity, por exemplo) [3].\n",
    "\n",
    "* [1] http://scikit-learn.org/stable/modules/clustering.html#k-means\n",
    "\n",
    "* [2] http://scikit-learn.org/0.17/modules/clustering.html#hierarchical-clustering\n",
    "\n",
    "* [3] http://scikit-learn.org/stable/modules/clustering.html#clustering-evaluation\n",
    "\n",
    "2 - Qual o valor de K (número de clusteres) você escolheu para a questão anterior? Desenvolva o Método do Cotovelo (não utilizar lib!) e descubra o K mais adequado. Após descobrir, aplique novamente o K-means com o K adequado. \n",
    "\n",
    "* Ajuda: atributos do [k-means](http://scikit-learn.org/0.17/modules/generated/sklearn.cluster.KMeans.html#sklearn.cluster.KMeans)\n",
    "\n",
    "3 - Após a questão 2, você aplicou o algoritmo com K apropriado. Refaça o cálculo das métricas de acordo com os resultados de clusters obtidos com a questão anterior e verifique se o resultado melhorou.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Aplicação do KMeans\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa48c58a128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa48c9692b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans, AgglomerativeClustering\n",
    "from sklearn.metrics.cluster import completeness_score\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn import manifold, datasets\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import ndimage\n",
    "from time import time\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "estimators = [('k_means_iris_8', KMeans(n_clusters=8)),\n",
    "              ('k_means_iris_3', KMeans(n_clusters=3))]\n",
    "\n",
    "fignum = 1\n",
    "titles = ['8 clusters', '3 clusters']\n",
    "for name, est in estimators:\n",
    "    fig = plt.figure(fignum, figsize=(8, 7))\n",
    "    ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n",
    "    est.fit(X)\n",
    "    labels = est.labels_\n",
    "\n",
    "    ax.scatter(X[:, 3], X[:, 0], X[:, 2],\n",
    "               c=labels.astype(np.float), edgecolor='k')\n",
    "\n",
    "    ax.w_xaxis.set_ticklabels([])\n",
    "    ax.w_yaxis.set_ticklabels([])\n",
    "    ax.w_zaxis.set_ticklabels([])\n",
    "    ax.set_xlabel('Petal width')\n",
    "    ax.set_ylabel('Sepal length')\n",
    "    ax.set_zlabel('Petal length')\n",
    "    ax.set_title(titles[fignum - 1])\n",
    "    ax.dist = 12\n",
    "    fignum = fignum + 1\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aplicação do AgglomerativeClustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa48c99f470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa48e0477f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#np.random.seed(5)\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "estimators = [('a_clustering_iris_8', AgglomerativeClustering(n_clusters=8)),\n",
    "              ('a_clustering_iris_3', AgglomerativeClustering(n_clusters=3))]\n",
    "\n",
    "fignum = 1\n",
    "titles = ['8 clusters', '3 clusters']\n",
    "for name, est in estimators:\n",
    "    fig = plt.figure(fignum, figsize=(8, 7))\n",
    "    ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n",
    "    est.fit(X)\n",
    "    labels = est.labels_\n",
    "\n",
    "    ax.scatter(X[:, 3], X[:, 0], X[:, 2],\n",
    "               c=labels.astype(np.float), edgecolor='k')\n",
    "\n",
    "    ax.w_xaxis.set_ticklabels([])\n",
    "    ax.w_yaxis.set_ticklabels([])\n",
    "    ax.w_zaxis.set_ticklabels([])\n",
    "    ax.set_xlabel('Petal width')\n",
    "    ax.set_ylabel('Sepal length')\n",
    "    ax.set_zlabel('Petal length')\n",
    "    ax.set_title(titles[fignum - 1])\n",
    "    ax.dist = 12\n",
    "    fignum = fignum + 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
